USV attitude angle optimization method based on gradient descent method and S-plane combined filtering

Yufei Xu, Lei Wan, Xin Zhao
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Abstract

In order to solve the problem of low cost attitude reference system used by Unmanned Surface Vehicle (USV), which is vulnerable to complex sea conditions and external hard, soft and magnetic disturbances, resulting in poor accuracy and stability of attitude angle output information, a combined algorithm based on quaternion and S-plane improved complementary filtering is proposed. After calculating the attitude angle quickly, the algorithm makes complementary filtering with the attitude angle directly output from the attitude reference system, eliminates the high and low frequency interference, and obtains a stable and high precision attitude angle information. Experiments show that the combined algorithm effectively improves the accuracy and stability of the output heading angle information of the attitude reference system, and good results are obtained in the heading control experiment.
基于梯度下降法和s面联合滤波的USV姿态角优化方法
针对无人水面飞行器(USV)使用的低成本姿态参考系统易受复杂海况和外界硬、软、磁干扰影响,导致姿态角输出信息精度和稳定性差的问题,提出了一种基于四元数和s面改进互补滤波的组合算法。该算法在快速计算姿态角后,与姿态参考系统直接输出的姿态角进行互补滤波,消除了高低频干扰,得到了稳定、高精度的姿态角信息。实验表明,该组合算法有效地提高了姿态参考系统输出航向角信息的精度和稳定性,在航向控制实验中取得了良好的效果。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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